Life as an NFL Statistician - COnnecting REpositories · 2017-01-09 · •3,200 attendees in 2015...

Statistics in Sports: Life as an NFL Statistician

September 24, 2015

Statistics in Sports

• Sports Statistic – Ryan Tannehill threw for 359 yards against Jacksonville.

• Sports Analytics – Ryan Tannehill completed 9 of 14 (65%) of passes on throws 11+ yards past the line of scrimmage against Jacksonville.

• Sports Statistics – We project that Ryan Tannehill will complete 50% of 11+ yards passes against Buffalo.

Statistics in Sports

“To a Statistician hindsight is foresight.”

-Alex Corris

Analytics Statistics

Moneyball Evolution

• Early Stages:

– Bill James started the Bill James Baseball Abstracts in 1977 as an annual publication of advanced baseball statistics.

– The Statistics in Sports chapter of the American Statistical Association was created in 1992.

– The book Moneyball was published in 2003, written by Michael Lewis, chronicling the Oakland A’s use of analytics during the 2002 season.

– Simultaneously Dean Oliver published a book titled Basketball on Paper: Rules and Tools for Performance Analysis.

Moneyball Evolution

• More Recently:

– Journal of Quantitative Analyses in Sports was founded in 2005 to showcase academic work in sports statistics.

– MIT Sloan Sports Analytics Conference started in 2007 bringing statisticians, coaches, players and front office executives together annually.• 175 attendees in 2007

• 3,200 attendees in 2015

– The movie Moneyball starring Brad Pitt and Jonah Hill was released in 2011.

Moneyball Evolution

• Today:

– MLB: Most teams have an analytics department, and almost all team have at least one math/stat individual.

– NBA: Most teams have at least one analytics individual, probably about half have an analytics department.

– NFL: Probably about half have an analytics team.

– NHL: Probably about half have at least one analytics individual (few full teams/departments). • This past offseason was dubbed “the summer of analytics” in the

NHL.

Moneyball Evolution

• Today:

– Media: ESPN, CBS Sports, FOX Sports, etc. all now have large statistics departments and are reporting more advanced stats.

– Fantasy: Statistics is used to project player stats in all the major fantasy leagues, and to determine player “cost” in new leagues like Draftkings and Fanduel.

– Business: Statisticians are being hired to analyze data on ticket pricing, vendor placement, and other aspects on the business side of organizations.

Careers in Sports Statistics

• My Path:

– Majored in Mathematics at St. Lawrence University (minors in statistics, psychology).• While there I worked with the assistant coach of the hockey team.

– PhD in statistics from Iowa State University with a dissertation on utilizing statistics in sports.• While their I worked as a graduate student volunteer with the

basketball team.

Careers in Sports Statistics

• Advice:

– Take advantage of the opportunities being a student at Nova can provide.

– Computer Science! Adding a minor or coursework in computer science separates your resume from the pack.

– Utilize course projects to work on sports data… and get your work out there.

– Attend and submit your resume to the Sloan Sports Analytics Conference in February.

Dolphins Analytics Department

• Formed last July under then new GM Dennis Hickey to “support football operations through statistical analyses and research”.

• Dolphins Analysts:– Dennis Lock (Director of Analytics)

– Tom Pasquali (Football Analyst)

– Dave Regan (Sports Science Analyst)

Dolphins Analytics Department

• Three Major Aspects:

– Player Personnel

– Coaching

– Sports Science

Basketball Example

• Example: Evaluating NBA players on their ability to score.

• Taking all shots in 2012/2013 as our “sample” we model each shot i from player j as

𝑦𝑖𝑗~𝐵𝑒𝑟𝑛(𝑝𝑖𝑗)

𝑙𝑜𝑔𝑖𝑡 𝑝𝑖𝑗 = 𝑙𝑜𝑔𝑖𝑡 𝑝𝑖𝑗 + 𝛽𝑗

Probability of Success

Average Probability of Success at that location

Effect of Shooter j

Basketball ExampleAverage Probability of Success by Shot location

Expected Points by Shot Location

𝑝𝑖𝑗

Basketball Example

• Miami Heat 2012/2013:

Player βj Shot Attempts Effect

L. James 0.090 1344 +121

C. Bosh 0.076 906 +69

D. Wade 0.044 1082 +48

R. Allen 0.026 642 +17

S. Battier 0.039 358 +14

M. Miller 0.043 230 +10

M .Chalmers 0.018 525 +9

U. Haslem 0.001 249 0

R. Lewis -0.001 246 0

C. Anderson -0.032 123 -4

N. Cole -0.060 419 -25

Miami Heat

Basketball Example

• Top 5 Shooters: Kyle Korver, Keven Durant, LebronJames, Serge Ibaka, Dirk Nowitski

• Notable non-significant/negative shooters: Carmelo Anthony, Russel Westbrook, James Harden, Paul Pierce, Brandon Jennings

• Worst Shooter: Ricky Rubio

Thank You!

• Some Cool South Florida Based Analytics:

– Lebron James in Cleveland was worth an estimated 27 wins above replacement a season, Lebron James in Miami was worth about 15.

– In 2014 among all WR with at least 50 receptions Jarvis Landry caught the highest percentage of passes thrown <10 yards (81%), and Kenny Stills caught the highest percent of passes thrown > 10 yards (72%)

– By my College Basketball Power Index the Miami Hurricanes were the biggest snub of last years NCAA tournament (ranked 36th).